{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Goodreads Classics: Topic Modeling Vizualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By [Maria Antoniak](https://maria-antoniak.github.io/) and [Melanie Walsh](https://melaniewalsh.org/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains some of the Python code behind our article \"The Goodreads 'Classics': A Computational Study of Readers, Amazon, and Crowdsourced Amateur Criticism.\"\n",
    "\n",
    "In this notebook, we create a bar plot (figure 15) and a heatmap (figure 14) based on our authorless topic modeling of Goodreads reviews.\n",
    "\n",
    "Note: The topic model results in this notebook differ slightly from the ones in our published article because they represent a different run of the model. Each time a topic model is run, the resulting topics will change slightly — though they should remain relatively stable, as we see here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1: Load and Process Scraped Goodreads Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import necessary Python libraries and packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict, Counter\n",
    "import random\n",
    "\n",
    "#For topic modeling\n",
    "# https://github.com/maria-antoniak/little-mallet-wrapper\n",
    "import little_mallet_wrapper as lmw\n",
    "\n",
    "#For data analysis and manipulation\n",
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "#For data visualization\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib import ticker\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "\n",
    "#Set color palette\n",
    "\n",
    "['#a1c9f4', # blue\n",
    " '#ff9f9b', # orange/pink/red\n",
    " '#b9f2f0'] # teal\n",
    "\n",
    "review_source_color_palette = sns.color_palette(['#a1c9f4', '#ff9f9b', '#b9f2f0'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Establish file paths to Goodreads reviews, book metadata, topic model results, and plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We scraped and pre-processed all of our Goodreads book metadata and review data with our [Goodreads scraper](https://github.com/maria-antoniak/goodreads-scraper) Python scripts. Then we saved this processed data in the locations below. Later in the notebook, we will load and combine this data so we can analyze it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Directory Where All the Data Is Located\n",
    "data_directory_path = '/Volumes/Passport-1/data/goodreads/classics-shelf'\n",
    "\n",
    "#Authorless Topic Model Results Directory\n",
    "topics_directory_path = '/Volumes/Passport-1/output/goodreads/classics/topics-authorless'\n",
    "\n",
    "# Classic Books Metadata (Pre-processed)\n",
    "processed_books_path              = data_directory_path + '/books.processed.json'\n",
    "\n",
    "# Goodreads Reviews of Classics (Pre-processed)\n",
    "processed_reviews_newest_path     = data_directory_path + '/reviews_newest.english.processed.json'\n",
    "processed_reviews_oldest_path     = data_directory_path + '/reviews_oldest.english.processed.json'\n",
    "processed_reviews_most_liked_path = data_directory_path + '/reviews_most_liked.english.processed.json'\n",
    "\n",
    "#Directory Where Plots Will Be Output\n",
    "plots_directory_path = '/Volumes/Passport-1/output/goodreads/classics/plots'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create functions for loading and processing book/review data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert Goodreads ratings to integers\n",
    "def convert_rating_to_int(rating):\n",
    "    if not pd.isnull(rating):\n",
    "        return int(rating)\n",
    "    return 'No Rating'\n",
    "\n",
    "# Get publication year for books\n",
    "def get_year(text):\n",
    "    return text.split(',')[-1].strip()\n",
    "\n",
    "# Evaluate if review contains a spoiler alert\n",
    "def get_if_spoiler(text):\n",
    "    if '(view spoiler)' in text:\n",
    "        return True\n",
    "    return False\n",
    "\n",
    "# Evaluate if the reviewer shelved the book as a classic\n",
    "def is_shelved_as_classic(shelves):\n",
    "    if 'classic' in shelves or 'classics' in shelves:\n",
    "            return 'True'\n",
    "    return False\n",
    "\n",
    "# Calculate how many tokens there are in the review\n",
    "def get_num_tokens(tokens):\n",
    "    return len(tokens)\n",
    "\n",
    "# Load the reviews, make a dataframe, and use all previous functions to add new columns\n",
    "def load_reviews_into_df(reviews_path):\n",
    "    \n",
    "    reviews = json.load(open(reviews_path, 'r'))\n",
    "    reviews_df = pd.DataFrame(reviews)\n",
    "    \n",
    "    reviews_df['isShelvedAsClassic'] = reviews_df['reviewerShelves'].apply(is_shelved_as_classic)\n",
    "    reviews_df['rating'] = reviews_df['rating'].apply(convert_rating_to_int)\n",
    "    reviews_df['rating'] = pd.to_numeric(reviews_df['rating'], errors='ignore')\n",
    "    reviews_df['rating'] = reviews_df['rating'].apply(str)\n",
    "    reviews_df['reviewYear'] = reviews_df['date'].apply(get_year)\n",
    "    reviews_df['containsSpoilerAlert'] = reviews_df['originalText'].apply(get_if_spoiler)\n",
    "    reviews_df['numTokens'] = reviews_df['processedTokens'].apply(get_num_tokens)\n",
    "\n",
    "    return reviews_df\n",
    "\n",
    "# Evaluate if the book was published on or after 1945\n",
    "def is_post_1945(year):\n",
    "    if year >= 1945:\n",
    "        return True\n",
    "    return False\n",
    "\n",
    "# Evaluate if book is \"most read\"\n",
    "def is_most_read(book_id):\n",
    "    if book_id in most_read_books:\n",
    "        return True\n",
    "    return False\n",
    "\n",
    "# Evaluate if book is most popular\n",
    "def is_most_popular(book_id):\n",
    "    if book_id in most_popular_books:\n",
    "        return True\n",
    "    return False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Dataframe of Classic Books Metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we load the pre-processed book metadata."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "144"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books = json.load(open(processed_books_path, 'r'))\n",
    "id_book_dict = {b['bookID']: b for b in books}\n",
    "\n",
    "len(books)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we create lists of the most read and most popular classic books."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "most_read_books_file = open(data_directory_path + '/most_read_books.classics.2019_09_11.txt', 'r')\n",
    "most_popular_books_file = open(data_directory_path + '/most_popular_books_100.classics.txt', 'r')\n",
    "\n",
    "most_read_books = []\n",
    "for line in most_read_books_file:\n",
    "    if line.strip():\n",
    "        most_read_books.append(line.strip())\n",
    "        \n",
    "most_popular_books = []\n",
    "for line in most_popular_books_file:\n",
    "    if line.strip():\n",
    "        most_popular_books.append(line.strip())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we create a Pandas DataFrame of our book metadata and display three random rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bookID</th>\n",
       "      <th>isbn</th>\n",
       "      <th>yearFirstPublished</th>\n",
       "      <th>title</th>\n",
       "      <th>author</th>\n",
       "      <th>numPages</th>\n",
       "      <th>numRatings</th>\n",
       "      <th>numReviews</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>ratingDistribution</th>\n",
       "      <th>lists</th>\n",
       "      <th>shelves</th>\n",
       "      <th>genres</th>\n",
       "      <th>yearFirstPublished_binned</th>\n",
       "      <th>isPost1945</th>\n",
       "      <th>isMostRead</th>\n",
       "      <th>isMostPopular</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>35031085-frankenstein</td>\n",
       "      <td>None</td>\n",
       "      <td>1818</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>Mary Wollstonecraft Shelley</td>\n",
       "      <td>288</td>\n",
       "      <td>1042679</td>\n",
       "      <td>27498</td>\n",
       "      <td>3.78</td>\n",
       "      <td>[305451, 356990, 263944, 83108, 33186]</td>\n",
       "      <td>{'Books That Everyone Should Read At Least Onc...</td>\n",
       "      <td>{'to-read': 399753, 'currently-reading': 29262...</td>\n",
       "      <td>[Classics, Fiction, Horror, Science Fiction, G...</td>\n",
       "      <td>(1807.55, 1872.7]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>92303.The_Importance_of_Being_Earnest</td>\n",
       "      <td>158049580X</td>\n",
       "      <td>1895</td>\n",
       "      <td>The Importance of Being Earnest</td>\n",
       "      <td>Oscar Wilde</td>\n",
       "      <td>76</td>\n",
       "      <td>279673</td>\n",
       "      <td>8061</td>\n",
       "      <td>4.17</td>\n",
       "      <td>[120206, 101870, 45625, 9044, 2928]</td>\n",
       "      <td>{'Best Books Ever': 0.0029037261479637846, 'Be...</td>\n",
       "      <td>{'classics': 8185, 'plays': 4645, 'favorites':...</td>\n",
       "      <td>[Classics, Plays, Fiction, Drama, Humor]</td>\n",
       "      <td>(1872.7, 1937.85]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>153747.Moby_Dick_or_the_Whale</td>\n",
       "      <td>0142437247</td>\n",
       "      <td>1851</td>\n",
       "      <td>Moby-Dick, or, the Whale</td>\n",
       "      <td>Herman Melville</td>\n",
       "      <td>654</td>\n",
       "      <td>448783</td>\n",
       "      <td>13807</td>\n",
       "      <td>3.49</td>\n",
       "      <td>[119510, 117001, 115538, 57775, 38959]</td>\n",
       "      <td>{'Best Books Ever': 0.0018391965235579437, 'Bo...</td>\n",
       "      <td>{'to-read': 321604, 'currently-reading': 32726...</td>\n",
       "      <td>[Classics, Fiction, Literature, Adventure]</td>\n",
       "      <td>(1807.55, 1872.7]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    bookID        isbn  yearFirstPublished  \\\n",
       "12                   35031085-frankenstein        None                1818   \n",
       "56   92303.The_Importance_of_Being_Earnest  158049580X                1895   \n",
       "113          153747.Moby_Dick_or_the_Whale  0142437247                1851   \n",
       "\n",
       "                               title                       author  numPages  \\\n",
       "12                      Frankenstein  Mary Wollstonecraft Shelley       288   \n",
       "56   The Importance of Being Earnest                  Oscar Wilde        76   \n",
       "113         Moby-Dick, or, the Whale              Herman Melville       654   \n",
       "\n",
       "    numRatings numReviews averageRating  \\\n",
       "12     1042679      27498          3.78   \n",
       "56      279673       8061          4.17   \n",
       "113     448783      13807          3.49   \n",
       "\n",
       "                         ratingDistribution  \\\n",
       "12   [305451, 356990, 263944, 83108, 33186]   \n",
       "56      [120206, 101870, 45625, 9044, 2928]   \n",
       "113  [119510, 117001, 115538, 57775, 38959]   \n",
       "\n",
       "                                                 lists  \\\n",
       "12   {'Books That Everyone Should Read At Least Onc...   \n",
       "56   {'Best Books Ever': 0.0029037261479637846, 'Be...   \n",
       "113  {'Best Books Ever': 0.0018391965235579437, 'Bo...   \n",
       "\n",
       "                                               shelves  \\\n",
       "12   {'to-read': 399753, 'currently-reading': 29262...   \n",
       "56   {'classics': 8185, 'plays': 4645, 'favorites':...   \n",
       "113  {'to-read': 321604, 'currently-reading': 32726...   \n",
       "\n",
       "                                                genres  \\\n",
       "12   [Classics, Fiction, Horror, Science Fiction, G...   \n",
       "56            [Classics, Plays, Fiction, Drama, Humor]   \n",
       "113         [Classics, Fiction, Literature, Adventure]   \n",
       "\n",
       "    yearFirstPublished_binned  isPost1945  isMostRead  isMostPopular  \n",
       "12          (1807.55, 1872.7]       False        True           True  \n",
       "56          (1872.7, 1937.85]       False        True           True  \n",
       "113         (1807.55, 1872.7]       False       False           True  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_df = pd.DataFrame(books)\n",
    "\n",
    "# Create publication year column\n",
    "books_df['yearFirstPublished'] = books_df['yearFirstPublished'].apply(int)\n",
    "\n",
    "# Create publication year column but bin the years\n",
    "books_df['yearFirstPublished_binned'] = pd.cut(books_df['yearFirstPublished'], 20)\n",
    "\n",
    "# Create a column for books published after 1945\n",
    "books_df['isPost1945'] = books_df['yearFirstPublished'].apply(is_post_1945)\n",
    "\n",
    "# Create a column for most read classics\n",
    "books_df['isMostRead'] = books_df['bookID'].apply(is_most_read)\n",
    "\n",
    "#Create aa column for most shelved/popular classics\n",
    "books_df['isMostPopular'] = books_df['bookID'].apply(is_most_popular)\n",
    "\n",
    "books_df.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Combined Dataframe of All Goodreads Reviews + Books Metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create Pandas DataFrames of all the Goodreads reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "reviews_newest_df = load_reviews_into_df(processed_reviews_newest_path)\n",
    "reviews_oldest_df = load_reviews_into_df(processed_reviews_oldest_path)\n",
    "reviews_most_liked_df = load_reviews_into_df(processed_reviews_most_liked_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge all the Goodreads reviews with the books metadata and display three random rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "128663\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bookID</th>\n",
       "      <th>reviewID</th>\n",
       "      <th>reviewURL</th>\n",
       "      <th>user</th>\n",
       "      <th>date</th>\n",
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       "      <th>originalText</th>\n",
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       "      <th>reviewerShelves</th>\n",
       "      <th>...</th>\n",
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       "      <th>isPost1945</th>\n",
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       "      <th>isMostPopular</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4064</th>\n",
       "      <td>13079982-fahrenheit-451</td>\n",
       "      <td>review_2993615995</td>\n",
       "      <td>https://www.goodreads.com/book/show/13079982-f...</td>\n",
       "      <td>/user/show/90586887-tim-newton</td>\n",
       "      <td>Sep 28, 2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>A must read.</td>\n",
       "      <td>[a, must, read]</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>41581</td>\n",
       "      <td>3.98</td>\n",
       "      <td>[526970, 528465, 290567, 78906, 34479]</td>\n",
       "      <td>{'Books That Everyone Should Read At Least Onc...</td>\n",
       "      <td>{'to-read': 645559, 'currently-reading': 22169...</td>\n",
       "      <td>[Classics, Fiction, Science Fiction, Science F...</td>\n",
       "      <td>(1937.85, 2003.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18943</th>\n",
       "      <td>286957.The_Yellow_Wall_Paper</td>\n",
       "      <td>review_1881661</td>\n",
       "      <td>https://www.goodreads.com/book/show/286957.The...</td>\n",
       "      <td>/user/show/125888-rachael</td>\n",
       "      <td>Jun 12, 2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>A feminist studies must-read. I remember this ...</td>\n",
       "      <td>[a, feminist, studies, must, read, i, remember...</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>3484</td>\n",
       "      <td>4.11</td>\n",
       "      <td>[28726, 25980, 12287, 2799, 934]</td>\n",
       "      <td>{'Best Gothic Books Of All Time': 0.0352733686...</td>\n",
       "      <td>{'to-read': 31298, 'classics': 2345, 'short-st...</td>\n",
       "      <td>[Classics, Short Stories, Fiction, Horror, Fem...</td>\n",
       "      <td>(1872.7, 1937.85]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39763</th>\n",
       "      <td>2696.The_Canterbury_Tales</td>\n",
       "      <td>review_999864267</td>\n",
       "      <td>https://www.goodreads.com/book/show/2696.The_C...</td>\n",
       "      <td>/user/show/4713523-lily</td>\n",
       "      <td>Jul 18, 2014</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Middle English has my heart.</td>\n",
       "      <td>[middle, english, has, my, heart]</td>\n",
       "      <td>[classics, adult-fiction, historical-fiction, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>3077</td>\n",
       "      <td>3.49</td>\n",
       "      <td>[34149, 54334, 58285, 21404, 7569]</td>\n",
       "      <td>{'Best Books Ever': 0.003591309032142216, 'Boo...</td>\n",
       "      <td>{'to-read': 91306, 'classics': 7097, 'currentl...</td>\n",
       "      <td>[Classics, Fiction, Poetry, Literature, Academ...</td>\n",
       "      <td>(1351.5, 1416.65]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             bookID           reviewID  \\\n",
       "4064        13079982-fahrenheit-451  review_2993615995   \n",
       "18943  286957.The_Yellow_Wall_Paper     review_1881661   \n",
       "39763     2696.The_Canterbury_Tales   review_999864267   \n",
       "\n",
       "                                               reviewURL  \\\n",
       "4064   https://www.goodreads.com/book/show/13079982-f...   \n",
       "18943  https://www.goodreads.com/book/show/286957.The...   \n",
       "39763  https://www.goodreads.com/book/show/2696.The_C...   \n",
       "\n",
       "                                 user          date  numLikes rating  \\\n",
       "4064   /user/show/90586887-tim-newton  Sep 28, 2019       0.0      5   \n",
       "18943       /user/show/125888-rachael  Jun 12, 2007       0.0      4   \n",
       "39763         /user/show/4713523-lily  Jul 18, 2014       2.0      4   \n",
       "\n",
       "                                            originalText  \\\n",
       "4064                                        A must read.   \n",
       "18943  A feminist studies must-read. I remember this ...   \n",
       "39763                      Middle English has my heart.    \n",
       "\n",
       "                                         processedTokens  \\\n",
       "4064                                     [a, must, read]   \n",
       "18943  [a, feminist, studies, must, read, i, remember...   \n",
       "39763                  [middle, english, has, my, heart]   \n",
       "\n",
       "                                         reviewerShelves  ... numReviews  \\\n",
       "4064                                                  []  ...      41581   \n",
       "18943                                                 []  ...       3484   \n",
       "39763  [classics, adult-fiction, historical-fiction, ...  ...       3077   \n",
       "\n",
       "      averageRating                      ratingDistribution  \\\n",
       "4064           3.98  [526970, 528465, 290567, 78906, 34479]   \n",
       "18943          4.11        [28726, 25980, 12287, 2799, 934]   \n",
       "39763          3.49      [34149, 54334, 58285, 21404, 7569]   \n",
       "\n",
       "                                                   lists  \\\n",
       "4064   {'Books That Everyone Should Read At Least Onc...   \n",
       "18943  {'Best Gothic Books Of All Time': 0.0352733686...   \n",
       "39763  {'Best Books Ever': 0.003591309032142216, 'Boo...   \n",
       "\n",
       "                                                 shelves  \\\n",
       "4064   {'to-read': 645559, 'currently-reading': 22169...   \n",
       "18943  {'to-read': 31298, 'classics': 2345, 'short-st...   \n",
       "39763  {'to-read': 91306, 'classics': 7097, 'currentl...   \n",
       "\n",
       "                                                  genres  \\\n",
       "4064   [Classics, Fiction, Science Fiction, Science F...   \n",
       "18943  [Classics, Short Stories, Fiction, Horror, Fem...   \n",
       "39763  [Classics, Fiction, Poetry, Literature, Academ...   \n",
       "\n",
       "       yearFirstPublished_binned isPost1945 isMostRead  isMostPopular  \n",
       "4064           (1937.85, 2003.0]       True       True           True  \n",
       "18943          (1872.7, 1937.85]      False       True          False  \n",
       "39763          (1351.5, 1416.65]      False      False           True  \n",
       "\n",
       "[3 rows x 31 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews_newest_df['reviewSource'] = 'Newest'\n",
    "reviews_oldest_df['reviewSource'] = 'Oldest'\n",
    "reviews_most_liked_df['reviewSource'] = 'Default'\n",
    "\n",
    "combined_df_newest = pd.merge(reviews_newest_df, books_df, on='bookID', how='outer')\n",
    "combined_df_oldest = pd.merge(reviews_oldest_df, books_df, on='bookID', how='outer')\n",
    "combined_df_most_liked = pd.merge(reviews_most_liked_df, books_df, on='bookID', how='outer')\n",
    "\n",
    "combined_df = combined_df_newest.append(combined_df_oldest).append(combined_df_most_liked)\n",
    "\n",
    "print(len(combined_df.index))\n",
    "\n",
    "combined_df.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check to see how many Goodreads reviews we have:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "123429"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_review_dict = {str(r['reviewID']).strip(): r for r in combined_df.to_dict('records')}\n",
    "\n",
    "len(id_review_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2: Load Topic Model Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're again using Little Mallet Wrapper to work with topic modeling results: https://github.com/maria-antoniak/little-mallet-wrapper"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Authorless Topic Keys"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set number of topics that we generated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 \t love character woman novel characters much marriage women young jane\n",
      "1 \t people like think things way really know one would see\n",
      "2 \t world society people human one future like new would science\n",
      "3 \t man one life human self nature yet upon even perhaps\n",
      "4 \t read story really enjoyed interesting reading would good classic found\n",
      "5 \t movie read story audio version film seen much listened reading\n",
      "6 \t spoiler would one view even much though quite hide think\n",
      "7 \t read school high reading class time first remember english year\n",
      "8 \t read stars review one reading give like would say think\n",
      "9 \t story read writing beautiful written characters one well way amazing\n",
      "10 \t like one would said could time back old eyes day\n",
      "11 \t really like didn much story liked felt read loved think\n",
      "12 \t read one time love favorite ever first still years loved\n",
      "13 \t like get know really good think one going people thing\n",
      "14 \t like didn get characters even writing could really boring much\n",
      "15 \t war history one people life great novel good many story\n",
      "16 \t love one heart never life would know could say world\n",
      "17 \t com que www https http non review una con los\n",
      "18 \t women people men woman also time white black society many\n",
      "19 \t life one story people way many death lives world live\n",
      "20 \t read reading time first years pages long started one get\n",
      "21 \t children story read little child young old adult one reading\n",
      "22 \t world story one adventure journey time first king great many\n",
      "23 \t characters one read fun great funny much play humor love\n",
      "24 \t story characters character plot end first interesting main really part\n",
      "25 \t read edition reading english translation language work version first original\n",
      "26 \t novel characters reader character narrative one also story many plot\n",
      "27 \t one death man good would play evil murder king end\n",
      "28 \t novel story one first fiction novels written classic published time\n",
      "29 \t family man life father young story mother home wife old\n"
     ]
    }
   ],
   "source": [
    "topic_keys = lmw.load_topic_keys(topics_directory_path + '/mallet.topic_keys.' + str(num_topics))\n",
    "\n",
    "for i, t in enumerate(topic_keys):\n",
    "    print(i, '\\t', ' '.join(t[:10]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Authorless Topic Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "94763"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_distributions = lmw.load_topic_distributions(topics_directory_path + '/mallet.topic_distributions.' + str(num_topics))\n",
    "\n",
    "len(topic_distributions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Authorless Training Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "94763"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_data = [_line.split('\\t') for _line in open(topics_directory_path + '/data/train.authorless.txt') if _line.strip()]\n",
    "\n",
    "training_review_ids = [_id for _id, _author, _text in training_data]\n",
    "training_authors    = [_author for _id, _author, _text in training_data]\n",
    "training_texts      = [_text for _id, _author, _text in training_data]\n",
    "\n",
    "len(training_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90344"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "review_topic_distribution_dict = {_review_id: _distribution for _review_id, _distribution in zip(training_review_ids, topic_distributions)}\n",
    "\n",
    "len(review_topic_distribution_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Print 10 most probable Goodreads reviews for each topic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Commented out so that we don't leak Goodreads data without permission.\n",
    "\n",
    "# for _topic in range(num_topics):\n",
    "#     print('\\n-----------------------------------------------------')\n",
    "#     print('Topic ' + str(_topic) + ': ' + ' '.join(topic_keys[_topic][:10]))\n",
    "#     print('-----------------------------------------------------\\n')\n",
    "#     for _prob, _doc in lmw.get_top_docs(training_texts, topic_distributions, _topic, n=10):\n",
    "#         print(round(_prob, 3))\n",
    "#         print(_doc)\n",
    "#         print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Establish labels for each topic "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We came up with these topic labels by hand after carefully examining many Goodreads reviews."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_labels = ['Marriage',\n",
    "                'Thought-Provoking',\n",
    "                'The Future (Dystopias)',\n",
    "                'Life & Human Nature', \n",
    "                'Enjoyable & Interesting',\n",
    "                'Adaptations & Audiobooks',\n",
    "                'Mystery & Suspense', \n",
    "                'School', \n",
    "                'Goodreads User Criticism', \n",
    "                'Beautiful Writing',\n",
    "                'Literary Language (Quotations)',\n",
    "                'Liking Stories & Characters',\n",
    "                'Re-Readable',\n",
    "                'Conversational & Slangy Language',\n",
    "                'Unlikeable Characters',\n",
    "                'War & History', \n",
    "                'Inspiring Quotations',\n",
    "                'Non-English Reviews',\n",
    "                'Gender & Race',\n",
    "                'Life & Death',\n",
    "                'Length & Pace', \n",
    "                'Children\\'s Literature', \n",
    "                'Adventure',\n",
    "                'Comedy', \n",
    "                'Plot & Characters',\n",
    "                'Editions & Translations', \n",
    "                'Literary Style',\n",
    "                'Murder & Revenge',\n",
    "                'Critical Status', \n",
    "                'Family']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 3: Create Visualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar Plot — Topics x Star Rating"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we plot whether Goodreads users were more likely rate a book positively (4-5 stars) or negatively (1-3 stars) when their reviews were likely to contain a certain topic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to put the Goodreads ratings in two buckets, negative and positive\n",
    "def get_polarity(_rating):\n",
    "    if _rating in ['1', '2', '3']:\n",
    "        return '1-3 stars☆'\n",
    "    if _rating in ['4', '5']:\n",
    "        return '4-5 stars☆'\n",
    "    return 'Not Rated'\n",
    "\n",
    "# Function to put the Goodreads likes in buckets\n",
    "def bucket_num_likes(_likes):\n",
    "    if _likes < 10:\n",
    "        return '0-10'\n",
    "    if _likes < 25:\n",
    "        return '10-25'\n",
    "    if _likes > 25:\n",
    "        return '25+'\n",
    "    return '0-10'\n",
    "\n",
    "# Create a list of dictionaries that we will turn into a Pandas DataFrame\n",
    "dicts_to_plot = []\n",
    "\n",
    "for _review_id, _topic_distribution in review_topic_distribution_dict.items():\n",
    "\n",
    "    _review = id_review_dict[_review_id]\n",
    "                \n",
    "    _polarity = get_polarity(_review['rating'])\n",
    "        \n",
    "    _likes_bucket = bucket_num_likes(_review['numLikes'])\n",
    "    \n",
    "    for _topic, _probability in enumerate(_topic_distribution):\n",
    "    \n",
    "        dicts_to_plot.append({'Post 1945': _review['isPost1945'],\n",
    "                              'Polarity': _polarity,\n",
    "                              'Rating': _review['rating'],\n",
    "                              'Most Popular': _review['isMostPopular'],\n",
    "                              'Review Source': _review['reviewSource'],\n",
    "                              'Number of Likes': _likes_bucket,\n",
    "                              'Likes':  _review['numLikes'],\n",
    "                              'Topic': topic_labels[_topic],\n",
    "                              'Probability': _probability,\n",
    "                              'Book Title': _review['title']})\n",
    "        \n",
    "df_to_plot = pd.DataFrame(dicts_to_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   ],
   "source": [
    "# Use Seaborn to create a bar plot of Topics By Probability and Rating Polarity\n",
    "plt.figure(figsize=(5,15))\n",
    "sns.barplot(data=df_to_plot, \n",
    "            y='Topic',\n",
    "            x='Probability',\n",
    "            hue='Polarity',\n",
    "            palette= ['#d0bbff', '#8de5a1'],\n",
    "            errwidth=1, \n",
    "            capsize=0.15,\n",
    "            order = ['School', \n",
    "                     'Editions & Translations', \n",
    "                     'Adaptations & Audiobooks',\n",
    "                     'Goodreads User Criticism', \n",
    "                     'Gender & Race', \n",
    "                     'Family',\n",
    "                     'Life & Human Nature',\n",
    "                     'Life & Death', \n",
    "                     'War & History',\n",
    "                     'Adventure',\n",
    "                     'Murder & Revenge', \n",
    "                     'The Future (Dystopias)', \n",
    "                     'Marriage', \n",
    "                     'Comedy', \n",
    "                     'Mystery & Suspense',  \n",
    "                     'Children\\'s Literature',\n",
    "                     'Critical Status', \n",
    "                     'Plot & Characters',\n",
    "                     'Liking Stories & Characters',\n",
    "                     'Unlikeable Characters', \n",
    "                     'Beautiful Writing',\n",
    "                     'Literary Style',\n",
    "                     'Length & Pace', \n",
    "                     'Enjoyable & Interesting', \n",
    "                     'Thought-Provoking', \n",
    "                     'Re-Readable', \n",
    "                     'Literary Language (Quotations)',\n",
    "                     'Conversational & Slangy Language', \n",
    "                     'Inspiring Quotations',\n",
    "                     'Non-English Reviews'],\n",
    "            hue_order=['4-5 stars☆', '1-3 stars☆'])\n",
    "lgd = plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "sns.despine()\n",
    "# plt.savefig('../../article/images/topic_polarity.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heatmap — Topics x Book"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we create a heatmap that represents the mean probability that Goodreads reviews for a given book would contain one of the 30 topics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_categories_by_topics_heatmap(labels, \n",
    "                                      topic_distributions, \n",
    "                                      topic_labels, \n",
    "                                      output_path=None,\n",
    "                                      target_labels=None,\n",
    "                                      dim=None):\n",
    "    \n",
    "    # Combine the labels and distributions into a list of dictionaries.\n",
    "    dicts_to_plot = []\n",
    "    for _label, _distribution in zip(labels, topic_distributions):\n",
    "        if not target_labels or _label in target_labels:\n",
    "            for _topic_index, _probability in enumerate(_distribution):\n",
    "                dicts_to_plot.append({'Probability': float(_probability),\n",
    "                                      'Classics': _label,\n",
    "                                      'Topics': topic_labels[_topic_index]})\n",
    "\n",
    "    # Create a dataframe, format it for the heatmap function, and normalize the columns.\n",
    "    classic_order =  target_labels\n",
    "    df_to_plot = pd.DataFrame(dicts_to_plot)\n",
    "    \n",
    "    df_wide = df_to_plot.pivot_table(index='Classics', \n",
    "                                  columns='Topics', \n",
    "                                  values='Probability')\n",
    "    df_wide = df_wide.reindex(classic_order, axis=0)\n",
    "    \n",
    "    df_norm_col=(df_wide-df_wide.mean())/df_wide.std()\n",
    "        \n",
    "    # Show the final plot.\n",
    "    if dim:\n",
    "        plt.figure(figsize=dim)\n",
    "    sns.set(style='ticks', font_scale=2.5)\n",
    "    sns.heatmap(df_norm_col, linewidths=1, linecolor=\"black\", cmap=\"YlGnBu\")    \n",
    "    plt.xticks(rotation=45, ha='right')\n",
    "    plt.tight_layout()\n",
    "    if output_path:\n",
    "        plt.savefig(output_path)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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       "       <use x=\"281.697266\" xlink:href=\"#ArialMT-84\"/>\n",
       "       <use x=\"331.65625\" xlink:href=\"#ArialMT-111\"/>\n",
       "       <use x=\"387.271484\" xlink:href=\"#ArialMT-109\"/>\n",
       "       <use x=\"470.572266\" xlink:href=\"#ArialMT-39\"/>\n",
       "       <use x=\"489.664062\" xlink:href=\"#ArialMT-115\"/>\n",
       "       <use x=\"539.664062\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"567.447266\" xlink:href=\"#ArialMT-67\"/>\n",
       "       <use x=\"639.664062\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"695.279297\" xlink:href=\"#ArialMT-98\"/>\n",
       "       <use x=\"750.894531\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"773.111328\" xlink:href=\"#ArialMT-110\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_38\">\n",
       "      <g>\n",
       "       <use style=\"fill:#262626;stroke:#262626;stroke-width:1.25;\" x=\"392.122266\" xlink:href=\"#m02fa44058a\" y=\"338.263417\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_39\">\n",
       "      <!-- The Bluest Eye -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(196.146484 348.105409)scale(0.275 -0.275)\">\n",
       "       <use xlink:href=\"#ArialMT-84\"/>\n",
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       "       <use x=\"266.796875\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"289.013672\" xlink:href=\"#ArialMT-117\"/>\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_39\">\n",
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       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_40\">\n",
       "      <!-- The Little Prince -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(183.930469 392.247198)scale(0.275 -0.275)\">\n",
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       "       <use x=\"305.712891\" xlink:href=\"#ArialMT-116\"/>\n",
       "       <use x=\"333.496094\" xlink:href=\"#ArialMT-108\"/>\n",
       "       <use x=\"355.712891\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"411.328125\" xlink:href=\"#ArialMT-32\"/>\n",
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       "       <use x=\"561.328125\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"616.943359\" xlink:href=\"#ArialMT-99\"/>\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_40\">\n",
       "      <g>\n",
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       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_41\">\n",
       "      <!-- Dracula -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(287.867578 436.388987)scale(0.275 -0.275)\">\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_41\">\n",
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       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_42\">\n",
       "      <!-- The Handmaid's Tale -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(125.669141 480.530776)scale(0.275 -0.275)\">\n",
       "       <use xlink:href=\"#ArialMT-84\"/>\n",
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       "       <use x=\"116.699219\" xlink:href=\"#ArialMT-101\"/>\n",
       "       <use x=\"172.314453\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"200.097656\" xlink:href=\"#ArialMT-72\"/>\n",
       "       <use x=\"272.314453\" xlink:href=\"#ArialMT-97\"/>\n",
       "       <use x=\"327.929688\" xlink:href=\"#ArialMT-110\"/>\n",
       "       <use x=\"383.544922\" xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"439.160156\" xlink:href=\"#ArialMT-109\"/>\n",
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       "       <use x=\"578.076172\" xlink:href=\"#ArialMT-105\"/>\n",
       "       <use x=\"600.292969\" xlink:href=\"#ArialMT-100\"/>\n",
       "       <use x=\"655.908203\" xlink:href=\"#ArialMT-39\"/>\n",
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       "       <use x=\"725\" xlink:href=\"#ArialMT-32\"/>\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_42\">\n",
       "      <g>\n",
       "       <use style=\"fill:#262626;stroke:#262626;stroke-width:1.25;\" x=\"392.122266\" xlink:href=\"#m02fa44058a\" y=\"514.830573\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_43\">\n",
       "      <!-- The Odyssey -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(220.625781 524.848737)scale(0.275 -0.275)\">\n",
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       "Q 14.59375 50.875 14.59375 34.71875 \n",
       "z\n",
       "\" id=\"ArialMT-79\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#ArialMT-84\"/>\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_43\">\n",
       "      <g>\n",
       "       <use style=\"fill:#262626;stroke:#262626;stroke-width:1.25;\" x=\"392.122266\" xlink:href=\"#m02fa44058a\" y=\"558.972362\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_44\">\n",
       "      <!-- Hamlet -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(295.520312 568.814354)scale(0.275 -0.275)\">\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"line2d_44\">\n",
       "      <g>\n",
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       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_45\">\n",
       "      <!-- Tuesdays with Morrie -->\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"line2d_45\">\n",
       "      <g>\n",
       "       <use style=\"fill:#262626;stroke:#262626;stroke-width:1.25;\" x=\"392.122266\" xlink:href=\"#m02fa44058a\" y=\"647.25594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_46\">\n",
       "      <!-- And Then There Were None -->\n",
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       "    </g>\n",
       "    <g id=\"ytick_16\">\n",
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       "     </g>\n",
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       "      <!-- War and Peace -->\n",
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       "    </g>\n",
       "    <g id=\"ytick_17\">\n",
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       "     </g>\n",
       "     <g id=\"text_48\">\n",
       "      <!-- The Things They Carried -->\n",
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       "    </g>\n",
       "    <g id=\"ytick_18\">\n",
       "     <g id=\"line2d_48\">\n",
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      "text/plain": [
       "<Figure size 2520x1224 with 2 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_titles = [\"To Kill a Mockingbird\", \n",
    "                 \"The Great Gatsby\", \n",
    "                 \"The Catcher in the Rye\", \n",
    "                 \"1984\", \"Pride and Prejudice\", \n",
    "                 \"Jane Eyre\",  \n",
    "                 \"Uncle Tom's Cabin\", \n",
    "                 \"The Bluest Eye\",    \n",
    "                 \"The Little Prince\",\n",
    "                 \"Dracula\", \n",
    "                 \"The Handmaid's Tale\", \n",
    "                 \"The Odyssey\",\"Hamlet\",  \n",
    "                 \"Tuesdays with Morrie\", \n",
    "                 \"And Then There Were None\", \n",
    "                 \"War and Peace\", \n",
    "                 \"The Things They Carried\", \n",
    "                 \"Much Ado About Nothing\"]\n",
    "\n",
    "titles = [id_review_dict[_review_id]['title'] for _review_id in training_review_ids]\n",
    "\n",
    "plot_categories_by_topics_heatmap(titles, \n",
    "                                  topic_distributions, \n",
    "                                  topic_labels, \n",
    "                                  target_labels=target_titles,\n",
    "                                #   output_path= '../../article/images/heatmap.png',\n",
    "                                  dim=(35,17))"
   ]
  }
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